Profile Report Dataset Case

Dataset statistics

Number of variables	29
Number of observations	2240
Missing cells	24
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	507.6 KiB
Average record size in memory	232.1 B

Variable types

NUM	15
BOOL	7
CAT	7

Reproduction

Analysis started	2020-10-30 00:02:45.855908
Analysis finished	2020-10-30 00:03:12.935569
Duration	27.08 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`Z_CostContact` has constant value "3"	Constant
`Z_Revenue` has constant value "11"	Constant
`Dt_Customer` has a high cardinality: 663 distinct values	High cardinality
`Income` has 24 (1.1%) missing values	Missing
`ID` has unique values	Unique
`Recency` has 28 (1.2%) zeros	Zeros
`MntFruits` has 400 (17.9%) zeros	Zeros
`MntFishProducts` has 384 (17.1%) zeros	Zeros
`MntSweetProducts` has 419 (18.7%) zeros	Zeros
`MntGoldProds` has 61 (2.7%) zeros	Zeros
`NumDealsPurchases` has 46 (2.1%) zeros	Zeros
`NumWebPurchases` has 49 (2.2%) zeros	Zeros
`NumCatalogPurchases` has 586 (26.2%) zeros	Zeros

ID
Real number (ℝ_≥0)

UNIQUE

Distinct count	2240
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5592.159821428571
Minimum	0
Maximum	11191
Zeros	1
Zeros (%)	< 0.1%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	576.85
Q1	2828.25
median	5458.5
Q3	8427.75
95-th percentile	10675.05
Maximum	11191
Range	11191
Interquartile range (IQR)	5599.5

Descriptive statistics

Standard deviation	3246.662198
Coefficient of variation (CV)	0.5805739287
Kurtosis	-1.190028038
Mean	5592.159821
Median Absolute Deviation (MAD)	2791
Skewness	0.0398318728
Sum	12526438
Variance	10540815.43

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2546	1	< 0.1%
967	1	< 0.1%
5396	1	< 0.1%
5394	1	< 0.1%
7441	1	< 0.1%
7437	1	< 0.1%
5386	1	< 0.1%
7433	1	< 0.1%
7431	1	< 0.1%
9500	1	< 0.1%
Other values (2230)	2230	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
9	1	< 0.1%
13	1	< 0.1%
17	1	< 0.1%

Value	Count	Frequency (%)
11191	1	< 0.1%
11188	1	< 0.1%
11187	1	< 0.1%
11181	1	< 0.1%
11178	1	< 0.1%

Year_Birth
Real number (ℝ_≥0)

Distinct count	59
Unique (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1968.8058035714287
Minimum	1893
Maximum	1996
Zeros	0
Zeros (%)	0.0%
Memory size	17.5 KiB

Quantile statistics

Minimum	1893
5-th percentile	1950
Q1	1959
median	1970
Q3	1977
95-th percentile	1988
Maximum	1996
Range	103
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	11.98406946
Coefficient of variation (CV)	0.006086973858
Kurtosis	0.7174644425
Mean	1968.805804
Median Absolute Deviation (MAD)	9
Skewness	-0.3499438592
Sum	4410125
Variance	143.6179207

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1976	89	4.0%
1971	87	3.9%
1975	83	3.7%
1972	79	3.5%
1978	77	3.4%
1970	77	3.4%
1973	74	3.3%
1965	74	3.3%
1969	71	3.2%
1974	69	3.1%
Other values (49)	1460	65.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1893	1	< 0.1%
1899	1	< 0.1%
1900	1	< 0.1%
1940	1	< 0.1%
1941	1	< 0.1%

Value	Count	Frequency (%)
1996	2	0.1%
1995	5	0.2%
1994	3	0.1%
1993	5	0.2%
1992	13	0.6%

Education
Categorical

Distinct count	5
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

Graduation	1127
PhD	486
Master	370
2n Cycle	203
Basic	54

Common Values
Length

Value	Count	Frequency (%)
Graduation	1127	50.3%
PhD	486	21.7%
Master	370	16.5%
2n Cycle	203	9.1%
Basic	54	2.4%

Length

Max length	10
Median length	10
Mean length	7.51875
Min length	3

Marital_Status
Categorical

Distinct count	8
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

Married	864
Together	580
Single	480
Divorced	232
Widow	77
Other values (3)	7

Common Values
Length

Value	Count	Frequency (%)
Married	864	38.6%
Together	580	25.9%
Single	480	21.4%
Divorced	232	10.4%
Widow	77	3.4%
Alone	3	0.1%
Absurd	2	0.1%
YOLO	2	0.1%

Length

Max length	8
Median length	7
Mean length	7.073214286
Min length	4

Income
Real number (ℝ_≥0)

MISSING

Distinct count	1974
Unique (%)	89.1%
Missing	24
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	52247.25135379061
Minimum	1730.0
Maximum	666666.0
Zeros	0
Zeros (%)	0.0%
Memory size	17.5 KiB

Quantile statistics

Minimum	1730
5-th percentile	18985.5
Q1	35303
median	51381.5
Q3	68522
95-th percentile	84130
Maximum	666666
Range	664936
Interquartile range (IQR)	33219

Descriptive statistics

Standard deviation	25173.07666
Coefficient of variation (CV)	0.4818067173
Kurtosis	159.6366996
Mean	52247.25135
Median Absolute Deviation (MAD)	16557.5
Skewness	6.763487373
Sum	115779909
Variance	633683788.6

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7500	12	0.5%
35860	4	0.2%
67445	3	0.1%
39922	3	0.1%
18690	3	0.1%
83844	3	0.1%
37760	3	0.1%
46098	3	0.1%
63841	3	0.1%
80134	3	0.1%
Other values (1964)	2176	97.1%
(Missing)	24	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1730	1	< 0.1%
2447	1	< 0.1%
3502	1	< 0.1%
4023	1	< 0.1%
4428	1	< 0.1%

Value	Count	Frequency (%)
666666	1	< 0.1%
162397	1	< 0.1%
160803	1	< 0.1%
157733	1	< 0.1%
157243	1	< 0.1%

Kidhome
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	1293
1	899
2	48

Common Values
Length

Value	Count	Frequency (%)
0	1293	57.7%
1	899	40.1%
2	48	2.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Teenhome
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	1158
1	1030
2	52

Common Values
Length

Value	Count	Frequency (%)
0	1158	51.7%
1	1030	46.0%
2	52	2.3%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Dt_Customer
Categorical

HIGH CARDINALITY

Distinct count	663
Unique (%)	29.6%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

2012-08-31	12
2014-05-12	11
2012-09-12	11
2013-02-14	11
2014-05-22	10
Other values (658)	2185

Common Values
Length

Value	Count	Frequency (%)
2012-08-31	12	0.5%
2014-05-12	11	0.5%
2012-09-12	11	0.5%
2013-02-14	11	0.5%
2014-05-22	10	0.4%
2013-08-20	10	0.4%
2012-10-29	9	0.4%
2014-03-23	9	0.4%
2014-04-05	9	0.4%
2013-01-02	9	0.4%
Other values (653)	2139	95.5%

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Recency
Real number (ℝ_≥0)

ZEROS

Distinct count	100
Unique (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.109375
Minimum	0
Maximum	99
Zeros	28
Zeros (%)	1.2%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	24
median	49
Q3	74
95-th percentile	94
Maximum	99
Range	99
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	28.96245281
Coefficient of variation (CV)	0.5897540502
Kurtosis	-1.201896799
Mean	49.109375
Median Absolute Deviation (MAD)	25
Skewness	-0.001986658634
Sum	110005
Variance	838.8236727

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
56	37	1.7%
54	32	1.4%
30	32	1.4%
46	31	1.4%
49	30	1.3%
92	30	1.3%
65	30	1.3%
71	29	1.3%
3	29	1.3%
29	29	1.3%
Other values (90)	1931	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28	1.2%
1	24	1.1%
2	28	1.2%
3	29	1.3%
4	27	1.2%

Value	Count	Frequency (%)
99	17	0.8%
98	22	1.0%
97	20	0.9%
96	25	1.1%
95	19	0.8%

MntWines
Real number (ℝ_≥0)

Distinct count	776
Unique (%)	34.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	303.9357142857143
Minimum	0
Maximum	1493
Zeros	13
Zeros (%)	0.6%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	23.75
median	173.5
Q3	504.25
95-th percentile	1000
Maximum	1493
Range	1493
Interquartile range (IQR)	480.5

Descriptive statistics

Standard deviation	336.5973926
Coefficient of variation (CV)	1.107462456
Kurtosis	0.5987435935
Mean	303.9357143
Median Absolute Deviation (MAD)	164.5
Skewness	1.175770564
Sum	680816
Variance	113297.8047

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	42	1.9%
5	40	1.8%
6	37	1.7%
1	37	1.7%
4	33	1.5%
8	30	1.3%
3	30	1.3%
9	28	1.2%
12	25	1.1%
10	24	1.1%
Other values (766)	1914	85.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	0.6%
1	37	1.7%
2	42	1.9%
3	30	1.3%
4	33	1.5%

Value	Count	Frequency (%)
1493	1	< 0.1%
1492	2	0.1%
1486	1	< 0.1%
1478	2	0.1%
1462	1	< 0.1%

MntFruits
Real number (ℝ_≥0)

ZEROS

Distinct count	158
Unique (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.302232142857143
Minimum	0
Maximum	199
Zeros	400
Zeros (%)	17.9%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	33
95-th percentile	123
Maximum	199
Range	199
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	39.77343376
Coefficient of variation (CV)	1.51216952
Kurtosis	4.050976251
Mean	26.30223214
Median Absolute Deviation (MAD)	8
Skewness	2.102063305
Sum	58917
Variance	1581.926033

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	400	17.9%
1	162	7.2%
2	120	5.4%
3	116	5.2%
4	104	4.6%
7	67	3.0%
5	65	2.9%
6	62	2.8%
12	50	2.2%
8	48	2.1%
Other values (148)	1046	46.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	400	17.9%
1	162	7.2%
2	120	5.4%
3	116	5.2%
4	104	4.6%

Value	Count	Frequency (%)
199	2	0.1%
197	1	< 0.1%
194	3	0.1%
193	2	0.1%
190	1	< 0.1%

MntMeatProducts
Real number (ℝ_≥0)

Distinct count	558
Unique (%)	24.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	166.95
Minimum	0
Maximum	1725
Zeros	1
Zeros (%)	< 0.1%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	16
median	67
Q3	232
95-th percentile	687.1
Maximum	1725
Range	1725
Interquartile range (IQR)	216

Descriptive statistics

Standard deviation	225.7153725
Coefficient of variation (CV)	1.351993846
Kurtosis	5.516724101
Mean	166.95
Median Absolute Deviation (MAD)	59
Skewness	2.083233113
Sum	373968
Variance	50947.42939

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	53	2.4%
5	50	2.2%
11	49	2.2%
8	46	2.1%
6	43	1.9%
3	40	1.8%
10	40	1.8%
9	38	1.7%
16	36	1.6%
12	35	1.6%
Other values (548)	1810	80.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	14	0.6%
2	30	1.3%
3	40	1.8%
4	30	1.3%

Value	Count	Frequency (%)
1725	2	0.1%
1622	1	< 0.1%
1607	1	< 0.1%
1582	1	< 0.1%
984	1	< 0.1%

MntFishProducts
Real number (ℝ_≥0)

ZEROS

Distinct count	182
Unique (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.52544642857143
Minimum	0
Maximum	259
Zeros	384
Zeros (%)	17.1%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	12
Q3	50
95-th percentile	168.05
Maximum	259
Range	259
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	54.6289794
Coefficient of variation (CV)	1.45578493
Kurtosis	3.096460912
Mean	37.52544643
Median Absolute Deviation (MAD)	12
Skewness	1.919768971
Sum	84057
Variance	2984.325391

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	384	17.1%
2	156	7.0%
3	130	5.8%
4	108	4.8%
6	82	3.7%
7	66	2.9%
8	58	2.6%
10	55	2.5%
13	48	2.1%
12	47	2.1%
Other values (172)	1106	49.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	384	17.1%
1	10	0.4%
2	156	7.0%
3	130	5.8%
4	108	4.8%

Value	Count	Frequency (%)
259	1	< 0.1%
258	3	0.1%
254	1	< 0.1%
253	1	< 0.1%
250	3	0.1%

MntSweetProducts
Real number (ℝ_≥0)

ZEROS

Distinct count	177
Unique (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	27.06294642857143
Minimum	0
Maximum	263
Zeros	419
Zeros (%)	18.7%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	33
95-th percentile	126
Maximum	263
Range	263
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	41.28049849
Coefficient of variation (CV)	1.525351225
Kurtosis	4.376548261
Mean	27.06294643
Median Absolute Deviation (MAD)	8
Skewness	2.136080712
Sum	60621
Variance	1704.079555

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	419	18.7%
1	161	7.2%
2	128	5.7%
3	101	4.5%
4	82	3.7%
5	65	2.9%
6	64	2.9%
7	57	2.5%
8	56	2.5%
12	45	2.0%
Other values (167)	1062	47.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	419	18.7%
1	161	7.2%
2	128	5.7%
3	101	4.5%
4	82	3.7%

Value	Count	Frequency (%)
263	1	< 0.1%
262	1	< 0.1%
198	1	< 0.1%
197	1	< 0.1%
196	1	< 0.1%

MntGoldProds
Real number (ℝ_≥0)

ZEROS

Distinct count	213
Unique (%)	9.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.021875
Minimum	0
Maximum	362
Zeros	61
Zeros (%)	2.7%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	24
Q3	56
95-th percentile	165.05
Maximum	362
Range	362
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	52.16743891
Coefficient of variation (CV)	1.185034461
Kurtosis	3.55170925
Mean	44.021875
Median Absolute Deviation (MAD)	18
Skewness	1.886105609
Sum	98609
Variance	2721.441683

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	73	3.3%
4	70	3.1%
3	69	3.1%
5	63	2.8%
12	63	2.8%
2	62	2.8%
0	61	2.7%
6	57	2.5%
7	54	2.4%
10	49	2.2%
Other values (203)	1619	72.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	61	2.7%
1	73	3.3%
2	62	2.8%
3	69	3.1%
4	70	3.1%

Value	Count	Frequency (%)
362	1	< 0.1%
321	1	< 0.1%
291	1	< 0.1%
262	1	< 0.1%
249	1	< 0.1%

NumDealsPurchases
Real number (ℝ_≥0)

ZEROS

Distinct count	15
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.325
Minimum	0
Maximum	15
Zeros	46
Zeros (%)	2.1%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	15
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.932237501
Coefficient of variation (CV)	0.8310698928
Kurtosis	8.936914321
Mean	2.325
Median Absolute Deviation (MAD)	1
Skewness	2.418569388
Sum	5208
Variance	3.73354176

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	970	43.3%
2	497	22.2%
3	297	13.3%
4	189	8.4%
5	94	4.2%
6	61	2.7%
0	46	2.1%
7	40	1.8%
8	14	0.6%
9	8	0.4%
Other values (5)	24	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46	2.1%
1	970	43.3%
2	497	22.2%
3	297	13.3%
4	189	8.4%

Value	Count	Frequency (%)
15	7	0.3%
13	3	0.1%
12	4	0.2%
11	5	0.2%
10	5	0.2%

NumWebPurchases
Real number (ℝ_≥0)

ZEROS

Distinct count	15
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.084821428571429
Minimum	0
Maximum	27
Zeros	49
Zeros (%)	2.2%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	27
Range	27
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.778714147
Coefficient of variation (CV)	0.680253518
Kurtosis	5.703128364
Mean	4.084821429
Median Absolute Deviation (MAD)	2
Skewness	1.382794296
Sum	9150
Variance	7.721252313

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	373	16.7%
1	354	15.8%
3	336	15.0%
4	280	12.5%
5	220	9.8%
6	205	9.2%
7	155	6.9%
8	102	4.6%
9	75	3.3%
0	49	2.2%
Other values (5)	91	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49	2.2%
1	354	15.8%
2	373	16.7%
3	336	15.0%
4	280	12.5%

Value	Count	Frequency (%)
27	2	0.1%
25	1	< 0.1%
23	1	< 0.1%
11	44	2.0%
10	43	1.9%

NumCatalogPurchases
Real number (ℝ_≥0)

ZEROS

Distinct count	14
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.6620535714285714
Minimum	0
Maximum	28
Zeros	586
Zeros (%)	26.2%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	9
Maximum	28
Range	28
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.923100656
Coefficient of variation (CV)	1.098062296
Kurtosis	8.047436789
Mean	2.662053571
Median Absolute Deviation (MAD)	2
Skewness	1.880988778
Sum	5963
Variance	8.544517442

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	586	26.2%
1	497	22.2%
2	276	12.3%
3	184	8.2%
4	182	8.1%
5	140	6.2%
6	128	5.7%
7	79	3.5%
8	55	2.5%
10	48	2.1%
Other values (4)	65	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	586	26.2%
1	497	22.2%
2	276	12.3%
3	184	8.2%
4	182	8.1%

Value	Count	Frequency (%)
28	3	0.1%
22	1	< 0.1%
11	19	0.8%
10	48	2.1%
9	42	1.9%

NumStorePurchases
Real number (ℝ_≥0)

Distinct count	14
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.790178571428571
Minimum	0
Maximum	13
Zeros	15
Zeros (%)	0.7%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	8
95-th percentile	12
Maximum	13
Range	13
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.250958146
Coefficient of variation (CV)	0.5614607746
Kurtosis	-0.6220482771
Mean	5.790178571
Median Absolute Deviation (MAD)	2
Skewness	0.7022372855
Sum	12970
Variance	10.56872886

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	490	21.9%
4	323	14.4%
2	223	10.0%
5	212	9.5%
6	178	7.9%
8	149	6.7%
7	143	6.4%
10	125	5.6%
9	106	4.7%
12	105	4.7%
Other values (4)	186	8.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	0.7%
1	7	0.3%
2	223	10.0%
3	490	21.9%
4	323	14.4%

Value	Count	Frequency (%)
13	83	3.7%
12	105	4.7%
11	81	3.6%
10	125	5.6%
9	106	4.7%

NumWebVisitsMonth
Real number (ℝ_≥0)

Distinct count	16
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.316517857142857
Minimum	0
Maximum	20
Zeros	11
Zeros (%)	0.5%
Memory size	17.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	7
95-th percentile	8
Maximum	20
Range	20
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.42664501
Coefficient of variation (CV)	0.4564350341
Kurtosis	1.821613827
Mean	5.316517857
Median Absolute Deviation (MAD)	2
Skewness	0.2079255568
Sum	11909
Variance	5.888606002

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	393	17.5%
8	342	15.3%
6	340	15.2%
5	281	12.5%
4	218	9.7%
3	205	9.2%
2	202	9.0%
1	153	6.8%
9	83	3.7%
0	11	0.5%
Other values (6)	12	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11	0.5%
1	153	6.8%
2	202	9.0%
3	205	9.2%
4	218	9.7%

Value	Count	Frequency (%)
20	3	0.1%
19	2	0.1%
17	1	< 0.1%
14	2	0.1%
13	1	< 0.1%

AcceptedCmp3
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	2077
1	163

Frequency Table

Value	Count	Frequency (%)
0	2077	92.7%
1	163	7.3%

AcceptedCmp4
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	2073
1	167

Frequency Table

Value	Count	Frequency (%)
0	2073	92.5%
1	167	7.5%

AcceptedCmp5
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	2077
1	163

Frequency Table

Value	Count	Frequency (%)
0	2077	92.7%
1	163	7.3%

AcceptedCmp1
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	2096
1	144

Frequency Table

Value	Count	Frequency (%)
0	2096	93.6%
1	144	6.4%

AcceptedCmp2
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	2210
1	30

Frequency Table

Value	Count	Frequency (%)
0	2210	98.7%
1	30	1.3%

Complain
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	2219
1	21

Frequency Table

Value	Count	Frequency (%)
0	2219	99.1%
1	21	0.9%

Z_CostContact
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

3	2240

Common Values
Length

Value	Count	Frequency (%)
3	2240	100.0%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Z_Revenue
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

11	2240

Common Values
Length

Value	Count	Frequency (%)
11	2240	100.0%

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Response
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 KiB

0	1906
1	334

Frequency Table

Value	Count	Frequency (%)
0	1906	85.1%
1	334	14.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	ID	Year_Birth	Education	Marital_Status	Income	Kidhome	Teenhome	Dt_Customer	Recency	MntWines	MntFruits	MntMeatProducts	MntFishProducts	MntSweetProducts	MntGoldProds	NumDealsPurchases	NumWebPurchases	NumCatalogPurchases	NumStorePurchases	NumWebVisitsMonth	AcceptedCmp3	Z_CostContact	Z_Revenue	Response
0	5524	1957	Graduation	Single	58138.0	0	0	2012-09-04	58	635	88	546	172	88	88	3	8	10	4	7	0	3	11	1
1	2174	1954	Graduation	Single	46344.0	1	1	2014-03-08	38	11	1	6	2	1	6	2	1	1	2	5	0	3	11	0
2	4141	1965	Graduation	Together	71613.0	0	0	2013-08-21	26	426	49	127	111	21	42	1	8	2	10	4	0	3	11	0
3	6182	1984	Graduation	Together	26646.0	1	0	2014-02-10	26	11	4	20	10	3	5	2	2	0	4	6	0	3	11	0
4	5324	1981	PhD	Married	58293.0	1	0	2014-01-19	94	173	43	118	46	27	15	5	5	3	6	5	0	3	11	0
5	7446	1967	Master	Together	62513.0	0	1	2013-09-09	16	520	42	98	0	42	14	2	6	4	10	6	0	3	11	0
6	965	1971	Graduation	Divorced	55635.0	0	1	2012-11-13	34	235	65	164	50	49	27	4	7	3	7	6	0	3	11	0
7	6177	1985	PhD	Married	33454.0	1	0	2013-05-08	32	76	10	56	3	1	23	2	4	0	4	8	0	3	11	0
8	4855	1974	PhD	Together	30351.0	1	0	2013-06-06	19	14	0	24	3	3	2	1	3	0	2	9	0	3	11	1
9	5899	1950	PhD	Together	5648.0	1	1	2014-03-13	68	28	0	6	1	1	13	1	1	0	0	20	1	3	11	0

Last rows

	ID	Year_Birth	Education	Marital_Status	Income	Kidhome	Teenhome	Dt_Customer	Recency	MntWines	MntFruits	MntMeatProducts	MntFishProducts	MntSweetProducts	MntGoldProds	NumDealsPurchases	NumWebPurchases	NumCatalogPurchases	NumStorePurchases	NumWebVisitsMonth	AcceptedCmp3	AcceptedCmp4	AcceptedCmp1	Z_CostContact	Z_Revenue	Response
2230	7004	1984	Graduation	Single	11012.0	1	0	2013-03-16	82	24	3	26	7	1	23	3	3	1	2	9	1	0	0	3	11	0
2231	9817	1970	Master	Single	44802.0	0	0	2012-08-21	71	853	10	143	13	10	20	2	9	4	12	8	0	0	0	3	11	0
2232	8080	1986	Graduation	Single	26816.0	0	0	2012-08-17	50	5	1	6	3	4	3	1	0	0	3	4	0	0	0	3	11	0
2233	9432	1977	Graduation	Together	666666.0	1	0	2013-06-02	23	9	14	18	8	1	12	4	3	1	3	6	0	0	0	3	11	0
2234	8372	1974	Graduation	Married	34421.0	1	0	2013-07-01	81	3	3	7	6	2	9	1	1	0	2	7	0	0	0	3	11	0
2235	10870	1967	Graduation	Married	61223.0	0	1	2013-06-13	46	709	43	182	42	118	247	2	9	3	4	5	0	0	0	3	11	0
2236	4001	1946	PhD	Together	64014.0	2	1	2014-06-10	56	406	0	30	0	0	8	7	8	2	5	7	0	0	1	3	11	0
2237	7270	1981	Graduation	Divorced	56981.0	0	0	2014-01-25	91	908	48	217	32	12	24	1	2	3	13	6	0	1	0	3	11	0
2238	8235	1956	Master	Together	69245.0	0	1	2014-01-24	8	428	30	214	80	30	61	2	6	5	10	3	0	0	0	3	11	0
2239	9405	1954	PhD	Married	52869.0	1	1	2012-10-15	40	84	3	61	2	1	21	3	3	1	4	7	0	0	0	3	11	1

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows